Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry

Brain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and...

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Main Authors: Tobias eKaufmann, Stefan eVölker, Laura eGunesch, Andrea eKübler
Format: Article
Language:English
Published: Frontiers Media S.A. 2012-05-01
Series:Frontiers in Neuroscience
Subjects:
Online Access:http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/full
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spelling doaj-2a426e2bb44b4827999886f7113125c72020-11-25T00:10:56ZengFrontiers Media S.A.Frontiers in Neuroscience1662-453X2012-05-01610.3389/fnins.2012.0007223812Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entryTobias eKaufmann0Stefan eVölker1Laura eGunesch2Andrea eKübler3Julius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyJulius-Maximilian University of Würzburg, GermanyBrain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and were multiply proven to be a reliable communication method, BCIs are almost exclusively used in experimental settings, handled by qualified experts. This study investigates if ERP-BCIs can be handled independently by laymen without expert interference, which is inevitable for establishing BCIs in end-user’s daily life situations. Furthermore we compared the classic character-by-character text entry against a predictive text entry (PTE) that directly incorporates predictive text into the character matrix. N=19 BCI novices handled a user-centred ERP-BCI application on their own without expert interference. The software individually adjusted classifier weights and control parameters in the background, invisible to the user (auto-calibration). All participants were able to operate the software on their own and to twice correctly spell a sentence with the auto-calibrated classifier (once with PTE, once without). Our PTE increased spelling speed and importantly did not reduce accuracy. In sum, this study demonstrates feasibility of auto-calibrating ERP-BCI use, independently by laymen and the strong benefit of integrating predictive text directly into the character-matrix.http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/fullBrain-computer interfaceuser-centredauto-calibrationpredictive text entryP300-Speller
collection DOAJ
language English
format Article
sources DOAJ
author Tobias eKaufmann
Stefan eVölker
Laura eGunesch
Andrea eKübler
spellingShingle Tobias eKaufmann
Stefan eVölker
Laura eGunesch
Andrea eKübler
Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
Frontiers in Neuroscience
Brain-computer interface
user-centred
auto-calibration
predictive text entry
P300-Speller
author_facet Tobias eKaufmann
Stefan eVölker
Laura eGunesch
Andrea eKübler
author_sort Tobias eKaufmann
title Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
title_short Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
title_full Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
title_fullStr Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
title_full_unstemmed Spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
title_sort spelling is just a click away – a user-centered brain-computer interface including auto-calibration and predictive text entry
publisher Frontiers Media S.A.
series Frontiers in Neuroscience
issn 1662-453X
publishDate 2012-05-01
description Brain Computer Interfaces (BCI) based on event-related potentials (ERP) allow for selection of characters from a visually presented character-matrix and thus provide a communication channel for users with neurodegenerative disease. Although they have been topic of research for more than 20 years and were multiply proven to be a reliable communication method, BCIs are almost exclusively used in experimental settings, handled by qualified experts. This study investigates if ERP-BCIs can be handled independently by laymen without expert interference, which is inevitable for establishing BCIs in end-user’s daily life situations. Furthermore we compared the classic character-by-character text entry against a predictive text entry (PTE) that directly incorporates predictive text into the character matrix. N=19 BCI novices handled a user-centred ERP-BCI application on their own without expert interference. The software individually adjusted classifier weights and control parameters in the background, invisible to the user (auto-calibration). All participants were able to operate the software on their own and to twice correctly spell a sentence with the auto-calibrated classifier (once with PTE, once without). Our PTE increased spelling speed and importantly did not reduce accuracy. In sum, this study demonstrates feasibility of auto-calibrating ERP-BCI use, independently by laymen and the strong benefit of integrating predictive text directly into the character-matrix.
topic Brain-computer interface
user-centred
auto-calibration
predictive text entry
P300-Speller
url http://journal.frontiersin.org/Journal/10.3389/fnins.2012.00072/full
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